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Table 13 Comparison of best classification accuracy for the Breast Cancer dataset

From: Accurate molecular classification of cancer using simple rules

Methods (feature selection + classification) #Selected genes #Correctly classified samples (accuracy) Rule-based classifier
α depended degree + decision rules [this work] 1 16 (84.21%) yes
TSP [14] 2 79.38%e yes
RBF [50] 67 79.38%e yes
discretization + decision trees [11] unknown 17 (89.47%) yes
correlation coefficient [19] 70 17 (89.47%) no
  1. eLOOCV result in the total of 97 samples.